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Mr-Ak-Shay/README.md 
// github.com/mr-ak-shay

Akshay Balaji

University of Sydney

Financial Mathematics & Statistics · Data Science

LLM & Multi-Agent AI Engineer · Researcher · Founder
Building AI that carries epistemic weight — not just retrieves.

Founder @ STEM Us LLM & Multi-Agent Engineer MIT Mantis AI Scholar Harvard HUVTSP '25 IIT Madras · BS Data Science & AI · 92%

What I actually work on

Uncertainty Quantification. Mathematical Finance Modelling. Context-Aware Agents. Biomedical AI.
Not wrappers. Not web-scraping chatbots. Systems that reason under uncertainty and act on it.

Now

  • LLM & Multi-Agent AI Engineer at a VC-backed stealth startup (SF) — founded by a Stanford alum, backed by Left Lane Capital
  • MIT Mantis Rising Scholar under Prof. Manolis Kellis — Mathematical Finance · UQ · Biomedical AI · Context Agents
  • AI & Biomedical Researcher — 4 papers across UQ, Context-Aware Agents, Molecular Toxicity Prediction, and Biomedical AI

Affiliations
VC-Backed Stealth Startup · SF LLM & Multi-Agent Engineer · Left Lane Capital · Stanford-founded
MIT Manolis Kellis Lab Mantis Rising Scholar · Mathematical Finance · UQ · Biomedical AI
Harvard HUVTSP '25 Technical Track · DocuBridge (Titan Holdings) · Led global team
IIT Madras BS School-Connect · Data Science & AI
STEM Us Founder · 2500+ students · 7 countries · STEM for underserved communities
Velammal Vidyalaya School President (5500+ body) · Founded first ML Club

Research

[1]  MolGraphormer: An Interpretable GNN-Transformer for
     Uncertainty-Aware Molecular Toxicity Prediction
     ChemRxiv 2025 · 982 views · 369 downloads

[2]  Uncertainty-Quantified Deep Learning Enables Reliable
     Protein-Drug Interaction Prediction
     2025

[3]  Transformer-Genetic Algorithm Co-Optimization for
     Neoantigen Prediction in Cancer Immunotherapy
     A Balaji, P Jogi, V Kumar · 2025

[4]  Symbiotic Lifestyle-Cognition Dynamics: A Multi-Modal
     Analysis of Interaction Effects on Human Memory Performance
     2025

Collaborated with faculty, PhDs, & Undergrad from IIT Madras, IIITDM Kancheepuram, and Stanford University.

Stack

Uncertainty Quantification Stochastic Modelling LLM Engineering Multi-Agent Systems
Bayesian Inference Quantitative Finance Biomedical AI Context-Aware Agents
Statistical Modelling Trustworthy AI Agentic Pipelines RAG

Numbers (since you asked)

  • 2500+ students educated across 7 countries
  • 4 research papers
  • 6x AI Fair & Hackathon Winner
  • 4× National & International Olympiad Top 1% -> Math & Social Studies

Connect

LinkedIn · heyakshaybalaji@outlook.com

// AGI has evolved. The question is whether you're building systems that think
// — or tools that pattern-match on the illusion of it.

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